Profiling Report of merged_annotated_proteins

Brought to you by YData

Dataset statistics

Number of variables	20
Number of observations	50000
Missing cells	50140
Missing cells (%)	5.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	33.7 MiB
Average record size in memory	707.3 B

Variable types

Text	4
Categorical	5
Numeric	11

Alerts

`Aromaticity` is highly overall correlated with `Oxidized_coefficient` and 1 other fields	High correlation
`Function_Prediction_source` is highly overall correlated with `Protein_source`	High correlation
`Function_prediction_source` is highly overall correlated with `Phage_source` and 1 other fields	High correlation
`Molecular_weight` is highly overall correlated with `Oxidized_coefficient` and 1 other fields	High correlation
`Oxidized_coefficient` is highly overall correlated with `Aromaticity` and 2 other fields	High correlation
`Phage_source` is highly overall correlated with `Function_prediction_source` and 1 other fields	High correlation
`Protein_source` is highly overall correlated with `Function_Prediction_source` and 2 other fields	High correlation
`Reduced_coefficient` is highly overall correlated with `Aromaticity` and 2 other fields	High correlation
`Start` is highly overall correlated with `Stop`	High correlation
`Stop` is highly overall correlated with `Start`	High correlation
`Protein_source` is highly imbalanced (93.7%)	Imbalance
`Function_prediction_source` has 22808 (45.6%) missing values	Missing
`Function_Prediction_source` has 27192 (54.4%) missing values	Missing
`Protein_ID` has unique values	Unique
`Aromaticity` has 8208 (16.4%) zeros	Zeros
`Instability_index` has 763 (1.5%) zeros	Zeros
`Helix_fraction` has 2122 (4.2%) zeros	Zeros
`Turn_fraction` has 2961 (5.9%) zeros	Zeros
`Sheet_fraction` has 2307 (4.6%) zeros	Zeros
`Reduced_coefficient` has 13681 (27.4%) zeros	Zeros
`Oxidized_coefficient` has 13180 (26.4%) zeros	Zeros

Reproduction

Analysis started	2025-07-21 08:30:44.767931
Analysis finished	2025-07-21 08:30:58.809486
Duration	14.04 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

Phage_ID
Text

Distinct	47854
Distinct (%)	95.7%
Missing	0
Missing (%)	0.0%
Memory size	4.4 MiB

Length

Max length	87
Median length	84
Mean length	34.57618
Min length	5

Characters and Unicode

Total characters	1728809
Distinct characters	66
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	45815 ?
Unique (%)	91.6%

Sample

1st row	NC_013650.1
2nd row	NC_021349.1
3rd row	NC_010392.1
4th row	NC_021071.1
5th row	NC_019510.1

Value	Count	Frequency (%)
mgv-genome-0379339	5	< 0.1%
mgv-genome-0378063	4	< 0.1%
kj019095.1	4	< 0.1%
mgv-genome-0341507	4	< 0.1%
mgv-genome-0378082	4	< 0.1%
imgvr_uvig_3300045988_112928\|3300045988\|ga0495776_101926	4	< 0.1%
mgv-genome-0376837	4	< 0.1%
imgvr_uvig_3300045988_068024\|3300045988\|ga0495776_021873	3	< 0.1%
uvig_417742	3	< 0.1%
imgvr_uvig_2846161197_000008\|2846161197\|2846161252\|18420-67883	3	< 0.1%
Other values (47844)	49962	99.9%

Most occurring characters

Value	Count	Frequency (%)
0	189853	11.0%
_	137979	8.0%
3	107088	6.2%
1	90940	5.3%
2	84114	4.9%
8	82186	4.8%
5	79728	4.6%
4	79075	4.6%
9	73268	4.2%
7	70447	4.1%
Other values (56)	734131	42.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1728809	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	189853	11.0%
_	137979	8.0%
3	107088	6.2%
1	90940	5.3%
2	84114	4.9%
8	82186	4.8%
5	79728	4.6%
4	79075	4.6%
9	73268	4.2%
7	70447	4.1%
Other values (56)	734131	42.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1728809	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	189853	11.0%
_	137979	8.0%
3	107088	6.2%
1	90940	5.3%
2	84114	4.9%
8	82186	4.8%
5	79728	4.6%
4	79075	4.6%
9	73268	4.2%
7	70447	4.1%
Other values (56)	734131	42.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1728809	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	189853	11.0%
_	137979	8.0%
3	107088	6.2%
1	90940	5.3%
2	84114	4.9%
8	82186	4.8%
5	79728	4.6%
4	79075	4.6%
9	73268	4.2%
7	70447	4.1%
Other values (56)	734131	42.5%

Protein_source
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.1 MiB

prodigal	49124
RefSeq	586
Genbank	256
DDBJ	19
EMBL	15

Length

Max length	8
Median length	8
Mean length	7.96872
Min length	4

Characters and Unicode

Total characters	398436
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RefSeq
2nd row	RefSeq
3rd row	RefSeq
4th row	RefSeq
5th row	RefSeq

Common Values

Value	Count	Frequency (%)
prodigal	49124	98.2%
RefSeq	586	1.2%
Genbank	256	0.5%
DDBJ	19	< 0.1%
EMBL	15	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
prodigal	49124	98.2%
refseq	586	1.2%
genbank	256	0.5%
ddbj	19	< 0.1%
embl	15	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
a	49380	12.4%
r	49124	12.3%
p	49124	12.3%
o	49124	12.3%
d	49124	12.3%
i	49124	12.3%
g	49124	12.3%
l	49124	12.3%
e	1428	0.4%
R	586	0.1%
Other values (13)	3174	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	398436	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	49380	12.4%
r	49124	12.3%
p	49124	12.3%
o	49124	12.3%
d	49124	12.3%
i	49124	12.3%
g	49124	12.3%
l	49124	12.3%
e	1428	0.4%
R	586	0.1%
Other values (13)	3174	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	398436	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	49380	12.4%
r	49124	12.3%
p	49124	12.3%
o	49124	12.3%
d	49124	12.3%
i	49124	12.3%
g	49124	12.3%
l	49124	12.3%
e	1428	0.4%
R	586	0.1%
Other values (13)	3174	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	398436	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	49380	12.4%
r	49124	12.3%
p	49124	12.3%
o	49124	12.3%
d	49124	12.3%
i	49124	12.3%
g	49124	12.3%
l	49124	12.3%
e	1428	0.4%
R	586	0.1%
Other values (13)	3174	0.8%

Function_prediction_source
Categorical

High correlation Missing

Distinct	7
Distinct (%)	< 0.1%
Missing	22808
Missing (%)	45.6%
Memory size	3.0 MiB

eggNOG-mapper	10873
Iterative search	10077
-	5366
RefSeq	586
Genbank	256
Other values (2)	34

Length

Max length	16
Median length	13
Mean length	11.525118
Min length	1

Characters and Unicode

Total characters	313391
Distinct characters	31
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RefSeq
2nd row	RefSeq
3rd row	RefSeq
4th row	RefSeq
5th row	RefSeq

Common Values

Value	Count	Frequency (%)
eggNOG-mapper	10873	21.7%
Iterative search	10077	20.2%
-	5366	10.7%
RefSeq	586	1.2%
Genbank	256	0.5%
DDBJ	19	< 0.1%
EMBL	15	< 0.1%
(Missing)	22808	45.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
eggnog-mapper	10873	29.2%
iterative	10077	27.0%
search	10077	27.0%
	5366	14.4%
refseq	586	1.6%
genbank	256	0.7%
ddbj	19	0.1%
embl	15	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	53405	17.0%
a	31283	10.0%
r	31027	9.9%
g	21746	6.9%
p	21746	6.9%
t	20154	6.4%
-	16239	5.2%
G	11129	3.6%
m	10873	3.5%
N	10873	3.5%
Other values (21)	84916	27.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	313391	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	53405	17.0%
a	31283	10.0%
r	31027	9.9%
g	21746	6.9%
p	21746	6.9%
t	20154	6.4%
-	16239	5.2%
G	11129	3.6%
m	10873	3.5%
N	10873	3.5%
Other values (21)	84916	27.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	313391	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	53405	17.0%
a	31283	10.0%
r	31027	9.9%
g	21746	6.9%
p	21746	6.9%
t	20154	6.4%
-	16239	5.2%
G	11129	3.6%
m	10873	3.5%
N	10873	3.5%
Other values (21)	84916	27.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	313391	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	53405	17.0%
a	31283	10.0%
r	31027	9.9%
g	21746	6.9%
p	21746	6.9%
t	20154	6.4%
-	16239	5.2%
G	11129	3.6%
m	10873	3.5%
N	10873	3.5%
Other values (21)	84916	27.1%

Start
Real number (ℝ)

High correlation

Distinct	34072
Distinct (%)	68.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28967.163

Minimum	1
Maximum	428743
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1375.95
Q1	8914.75
median	20912.5
Q3	37411.5
95-th percentile	87802.15
Maximum	428743
Range	428742
Interquartile range (IQR)	28496.75

Descriptive statistics

Standard deviation	30857.067
Coefficient of variation (CV)	1.065243
Kurtosis	14.251476
Mean	28967.163
Median Absolute Deviation (MAD)	13497.5
Skewness	2.882722
Sum	1.4483582 × 10⁹
Variance	9.521586 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	214	0.4%
3	182	0.4%
2	168	0.3%
50	26	0.1%
1041	8	< 0.1%
550	8	< 0.1%
19703	8	< 0.1%
1651	7	< 0.1%
14073	7	< 0.1%
40	7	< 0.1%
Other values (34062)	49365	98.7%

Value	Count	Frequency (%)
1	214	0.4%
2	168	0.3%
3	182	0.4%
4	1	< 0.1%
5	1	< 0.1%
6	3	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	1	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
428743	1	< 0.1%
424369	1	< 0.1%
413772	1	< 0.1%
408912	1	< 0.1%
361484	1	< 0.1%
356037	1	< 0.1%
350687	1	< 0.1%
339671	1	< 0.1%
336590	1	< 0.1%
330709	1	< 0.1%

Stop
Real number (ℝ)

High correlation

Distinct	34620
Distinct (%)	69.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29650.514

Minimum	63
Maximum	428895
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	63
5-th percentile	1978
Q1	9648
median	21621
Q3	38088.5
95-th percentile	88481.25
Maximum	428895
Range	428832
Interquartile range (IQR)	28440.5

Descriptive statistics

Standard deviation	30856.762
Coefficient of variation (CV)	1.0406822
Kurtosis	14.243434
Mean	29650.514
Median Absolute Deviation (MAD)	13469
Skewness	2.8816907
Sum	1.4825257 × 10⁹
Variance	9.5213978 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5349	8	< 0.1%
8960	7	< 0.1%
3317	7	< 0.1%
9198	6	< 0.1%
11271	6	< 0.1%
8329	6	< 0.1%
2648	6	< 0.1%
1780	6	< 0.1%
717	6	< 0.1%
6446	6	< 0.1%
Other values (34610)	49936	99.9%

Value	Count	Frequency (%)
63	1	< 0.1%
66	1	< 0.1%
67	2	< 0.1%
68	1	< 0.1%
71	2	< 0.1%
73	3	< 0.1%
75	2	< 0.1%
76	1	< 0.1%
79	2	< 0.1%
80	1	< 0.1%

Value	Count	Frequency (%)
428895	1	< 0.1%
424716	1	< 0.1%
414050	1	< 0.1%
409217	1	< 0.1%
361909	1	< 0.1%
357215	1	< 0.1%
351340	1	< 0.1%
340450	1	< 0.1%
336715	1	< 0.1%
331221	1	< 0.1%

Strand
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.8 MiB

+	25009
-	24991

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	+
2nd row	+
3rd row	-
4th row	-
5th row	+

Common Values

Value	Count	Frequency (%)
+	25009	50.0%
-	24991	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
	50000	100.0%

Most occurring characters

Value	Count	Frequency (%)
+	25009	50.0%
-	24991	50.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
+	25009	50.0%
-	24991	50.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
+	25009	50.0%
-	24991	50.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
+	25009	50.0%
-	24991	50.0%

Protein_ID
Text

Unique

Distinct	50000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	4.5 MiB

Length

Max length	89
Median length	85
Mean length	37.44138
Min length	8

Characters and Unicode

Total characters	1872069
Distinct characters	66
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	50000 ?
Unique (%)	100.0%

Sample

1st row	YP_003347791.1
2nd row	YP_008061629.1
3rd row	YP_001700595.1
4th row	YP_007877716.1
5th row	YP_007005441.1

Value	Count	Frequency (%)
yp_004323762.1	1	< 0.1%
biochar_1198_26	1	< 0.1%
yp_003347791.1	1	< 0.1%
yp_008061629.1	1	< 0.1%
yp_001700595.1	1	< 0.1%
yp_007877716.1	1	< 0.1%
yp_007005441.1	1	< 0.1%
yp_007675378.1	1	< 0.1%
yp_007006505.1	1	< 0.1%
np_899350.1	1	< 0.1%
Other values (49990)	49990	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
0	195579	10.4%
_	187103	10.0%
3	118922	6.4%
1	108508	5.8%
2	97405	5.2%
4	89323	4.8%
5	88523	4.7%
8	88245	4.7%
9	79243	4.2%
7	77096	4.1%
Other values (56)	742122	39.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1872069	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	195579	10.4%
_	187103	10.0%
3	118922	6.4%
1	108508	5.8%
2	97405	5.2%
4	89323	4.8%
5	88523	4.7%
8	88245	4.7%
9	79243	4.2%
7	77096	4.1%
Other values (56)	742122	39.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1872069	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	195579	10.4%
_	187103	10.0%
3	118922	6.4%
1	108508	5.8%
2	97405	5.2%
4	89323	4.8%
5	88523	4.7%
8	88245	4.7%
9	79243	4.2%
7	77096	4.1%
Other values (56)	742122	39.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1872069	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	195579	10.4%
_	187103	10.0%
3	118922	6.4%
1	108508	5.8%
2	97405	5.2%
4	89323	4.8%
5	88523	4.7%
8	88245	4.7%
9	79243	4.2%
7	77096	4.1%
Other values (56)	742122	39.6%

Product
Text

Distinct	3990
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

Length

Max length	902
Median length	761
Mean length	26.1706
Min length	2

Characters and Unicode

Total characters	1308530
Distinct characters	77
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1764 ?
Unique (%)	3.5%

Sample

1st row	hypothetical protein
2nd row	HNH endonuclease
3rd row	bacteriophage tail tip assembly protein%3B Lambda gpK homolog
4th row	hypothetical protein
5th row	DNA primase/helicase

Value	Count	Frequency (%)
unknown	19675	11.6%
protein	12785	7.6%
of	4714	2.8%
hypothetical	4343	2.6%
the	4086	2.4%
domain	3814	2.3%
phage	3180	1.9%
family	2963	1.8%
dna	2889	1.7%
to	2099	1.2%
Other values (5219)	108485	64.2%

Most occurring characters

Value	Count	Frequency (%)
n	128827	9.8%
	119048	9.1%
e	101206	7.7%
o	99962	7.6%
i	88219	6.7%
t	82679	6.3%
a	75942	5.8%
r	57663	4.4%
s	49739	3.8%
l	47978	3.7%
Other values (67)	457267	34.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1308530	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	128827	9.8%
	119048	9.1%
e	101206	7.7%
o	99962	7.6%
i	88219	6.7%
t	82679	6.3%
a	75942	5.8%
r	57663	4.4%
s	49739	3.8%
l	47978	3.7%
Other values (67)	457267	34.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1308530	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	128827	9.8%
	119048	9.1%
e	101206	7.7%
o	99962	7.6%
i	88219	6.7%
t	82679	6.3%
a	75942	5.8%
r	57663	4.4%
s	49739	3.8%
l	47978	3.7%
Other values (67)	457267	34.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1308530	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	128827	9.8%
	119048	9.1%
e	101206	7.7%
o	99962	7.6%
i	88219	6.7%
t	82679	6.3%
a	75942	5.8%
r	57663	4.4%
s	49739	3.8%
l	47978	3.7%
Other values (67)	457267	34.9%

Protein_classification
Text

Distinct	64
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

Length

Max length	45
Median length	9
Mean length	10.45642
Min length	6

Characters and Unicode

Total characters	522821
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7 ?
Unique (%)	< 0.1%

Sample

1st row	hypothetical;
2nd row	packaging;
3rd row	assembly;infection;
4th row	hypothetical;
5th row	replication;

Value	Count	Frequency (%)
unsorted	27439	54.9%
hypothetical	4341	8.7%
assembly	3639	7.3%
replication	2465	4.9%
infection	1989	4.0%
packaging	1729	3.5%
assembly;infection	1495	3.0%
lysis	1438	2.9%
integration	1228	2.5%
regulation	1117	2.2%
Other values (54)	3120	6.2%

Most occurring characters

Value	Count	Frequency (%)
;	53934	10.3%
e	50194	9.6%
t	49640	9.5%
n	47280	9.0%
o	43312	8.3%
s	42415	8.1%
r	35409	6.8%
u	30652	5.9%
i	29958	5.7%
d	27623	5.3%
Other values (15)	112404	21.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	522821	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
;	53934	10.3%
e	50194	9.6%
t	49640	9.5%
n	47280	9.0%
o	43312	8.3%
s	42415	8.1%
r	35409	6.8%
u	30652	5.9%
i	29958	5.7%
d	27623	5.3%
Other values (15)	112404	21.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	522821	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
;	53934	10.3%
e	50194	9.6%
t	49640	9.5%
n	47280	9.0%
o	43312	8.3%
s	42415	8.1%
r	35409	6.8%
u	30652	5.9%
i	29958	5.7%
d	27623	5.3%
Other values (15)	112404	21.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	522821	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
;	53934	10.3%
e	50194	9.6%
t	49640	9.5%
n	47280	9.0%
o	43312	8.3%
s	42415	8.1%
r	35409	6.8%
u	30652	5.9%
i	29958	5.7%
d	27623	5.3%
Other values (15)	112404	21.5%

Molecular_weight
Real number (ℝ)

High correlation

Distinct	44528
Distinct (%)	89.2%
Missing	70
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4139.025

Minimum	75.0666
Maximum	8930.7077
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	75.0666
5-th percentile	446.43031
Q1	2030.3248
median	4195.8407
Q3	6243.8347
95-th percentile	7691.756
Maximum	8930.7077
Range	8855.6411
Interquartile range (IQR)	4213.5098

Descriptive statistics

Standard deviation	2369.4824
Coefficient of variation (CV)	0.57247357
Kurtosis	-1.2461612
Mean	4139.025
Median Absolute Deviation (MAD)	2102.2304
Skewness	-0.042482482
Sum	2.0666152 × 10⁸
Variance	5614446.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
131.1729	110	0.2%
146.1876	98	0.2%
147.1293	73	0.1%
174.201	58	0.1%
105.0926	55	0.1%
89.0932	54	0.1%
117.1463	49	0.1%
75.0666	47	0.1%
146.1445	39	0.1%
133.1027	39	0.1%
Other values (44518)	49308	98.6%
(Missing)	70	0.1%

Value	Count	Frequency (%)
75.0666	47	0.1%
89.0932	54	0.1%
105.0926	55	0.1%
115.1305	18	< 0.1%
117.1463	49	0.1%
119.1192	14	< 0.1%
121.1582	6	< 0.1%
131.1729	110	0.2%
132.1179	39	0.1%
133.1027	39	0.1%

Value	Count	Frequency (%)
8930.7077	1	< 0.1%
8815.9815	1	< 0.1%
8811.4767	1	< 0.1%
8770.8033	1	< 0.1%
8768.9863	1	< 0.1%
8743.0033	1	< 0.1%
8730.1896	1	< 0.1%
8728.032	1	< 0.1%
8718.777	1	< 0.1%
8712.844	1	< 0.1%

Aromaticity
Real number (ℝ)

High correlation Zeros

Distinct	470
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.089570148

Minimum	0
Maximum	1
Zeros	8208
Zeros (%)	16.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.042553191
median	0.083333333
Q3	0.125
95-th percentile	0.2
Maximum	1
Range	1
Interquartile range (IQR)	0.082446809

Descriptive statistics

Standard deviation	0.077318557
Coefficient of variation (CV)	0.86321792
Kurtosis	28.320356
Mean	0.089570148
Median Absolute Deviation (MAD)	0.041666667
Skewness	3.2710967
Sum	4478.5074
Variance	0.0059781592
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8208	16.4%
0.1428571429	1000	2.0%
0.1	980	2.0%
0.1111111111	971	1.9%
0.125	934	1.9%
0.09090909091	928	1.9%
0.1666666667	810	1.6%
0.07692307692	809	1.6%
0.08333333333	789	1.6%
0.07142857143	755	1.5%
Other values (460)	33816	67.6%

Value	Count	Frequency (%)
0	8208	16.4%
0.01428571429	14	< 0.1%
0.01449275362	32	0.1%
0.01470588235	21	< 0.1%
0.01492537313	20	< 0.1%
0.01515151515	18	< 0.1%
0.01538461538	36	0.1%
0.015625	17	< 0.1%
0.01587301587	22	< 0.1%
0.01612903226	17	< 0.1%

Value	Count	Frequency (%)
1	64	0.1%
0.75	2	< 0.1%
0.6666666667	23	< 0.1%
0.6	8	< 0.1%
0.5454545455	1	< 0.1%
0.5	157	0.3%
0.4666666667	2	< 0.1%
0.4615384615	1	< 0.1%
0.4545454545	3	< 0.1%
0.4444444444	8	< 0.1%

Instability_index
Real number (ℝ)

Zeros

Distinct	39246
Distinct (%)	78.6%
Missing	70
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	35.801315

Minimum	-93.533333
Maximum	388.53333
Zeros	763
Zeros (%)	1.5%
Negative	3351
Negative (%)	6.7%
Memory size	390.8 KiB

Quantile statistics

Minimum	-93.533333
5-th percentile	-4.2333333
Q1	17.619216
median	33.687388
Q3	50.628983
95-th percentile	83.915991
Maximum	388.53333
Range	482.06667
Interquartile range (IQR)	33.009767

Descriptive statistics

Standard deviation	29.322439
Coefficient of variation (CV)	0.81903246
Kurtosis	5.7274053
Mean	35.801315
Median Absolute Deviation (MAD)	16.518227
Skewness	1.1393033
Sum	1787559.7
Variance	859.80545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	763	1.5%
5	434	0.9%
6.666666667	330	0.7%
7.5	232	0.5%
8	123	0.2%
-8.98	96	0.2%
-13.725	95	0.2%
-21.63333333	85	0.2%
55.65	84	0.2%
-37.45	82	0.2%
Other values (39236)	47606	95.2%

Value	Count	Frequency (%)
-93.53333333	2	< 0.1%
-79.55	2	< 0.1%
-78	1	< 0.1%
-74.83333333	1	< 0.1%
-72.525	2	< 0.1%
-71.73333333	4	< 0.1%
-70.15	18	< 0.1%
-69.1	2	< 0.1%
-68.56666667	5	< 0.1%
-67.65	1	< 0.1%

Value	Count	Frequency (%)
388.5333333	1	< 0.1%
291.4	13	< 0.1%
275.64	1	< 0.1%
269.8	1	< 0.1%
261.8	3	< 0.1%
260.1333333	1	< 0.1%
258.3	1	< 0.1%
258.05	2	< 0.1%
248.6444444	1	< 0.1%
245.5333333	1	< 0.1%

Isoelectric_point
Real number (ℝ)

Distinct	19985
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.816935

Minimum	4.0500284
Maximum	11.999968
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	4.0500284
5-th percentile	4.0500284
Q1	4.6183046
median	6.0690062
Q3	9.1618761
95-th percentile	10.6676
Maximum	11.999968
Range	7.9499393
Interquartile range (IQR)	4.5435715

Descriptive statistics

Standard deviation	2.3676714
Coefficient of variation (CV)	0.34732199
Kurtosis	-1.2709006
Mean	6.816935
Median Absolute Deviation (MAD)	1.9125183
Skewness	0.41583882
Sum	340846.75
Variance	5.6058679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.050028419	4580	9.2%
5.525000191	762	1.5%
11.99996777	531	1.1%
8.750052071	429	0.9%
9.750021172	251	0.5%
5.240009499	157	0.3%
5.524318123	147	0.3%
11.00083675	141	0.3%
5.57001667	141	0.3%
5.494989204	138	0.3%
Other values (19975)	42723	85.4%

Value	Count	Frequency (%)
4.050028419	4580	9.2%
4.051619911	1	< 0.1%
4.052074623	1	< 0.1%
4.052131462	1	< 0.1%
4.052586174	3	< 0.1%
4.052699852	3	< 0.1%
4.053779793	1	< 0.1%
4.053836632	1	< 0.1%
4.05395031	2	< 0.1%
4.054007149	2	< 0.1%

Value	Count	Frequency (%)
11.99996777	531	1.1%
11.94478283	1	< 0.1%
11.93324299	1	< 0.1%
11.92660275	1	< 0.1%
11.91719036	1	< 0.1%
11.91712589	1	< 0.1%
11.91706142	2	< 0.1%
11.91196842	1	< 0.1%
11.91022778	2	< 0.1%
11.90784245	1	< 0.1%

Helix_fraction
Real number (ℝ)

Zeros

Distinct	1156
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29489187

Minimum	0
Maximum	1
Zeros	2122
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.083333333
Q1	0.23636364
median	0.2962963
Q3	0.35185185
95-th percentile	0.48484848
Maximum	1
Range	1
Interquartile range (IQR)	0.11548822

Descriptive statistics

Standard deviation	0.12461176
Coefficient of variation (CV)	0.42256765
Kurtosis	6.2809129
Mean	0.29489187
Median Absolute Deviation (MAD)	0.057490326
Skewness	0.92946035
Sum	14744.593
Variance	0.015528091
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3333333333	2615	5.2%
0	2122	4.2%
0.25	1619	3.2%
0.2857142857	1057	2.1%
0.5	1006	2.0%
0.2	914	1.8%
0.3	744	1.5%
0.4	724	1.4%
0.2727272727	623	1.2%
0.375	573	1.1%
Other values (1146)	38003	76.0%

Value	Count	Frequency (%)
0	2122	4.2%
0.01818181818	1	< 0.1%
0.02	1	< 0.1%
0.02173913043	1	< 0.1%
0.02222222222	1	< 0.1%
0.02325581395	1	< 0.1%
0.0243902439	1	< 0.1%
0.02777777778	2	< 0.1%
0.02941176471	5	< 0.1%
0.0303030303	2	< 0.1%

Value	Count	Frequency (%)
1	301	0.6%
0.875	2	< 0.1%
0.8571428571	3	< 0.1%
0.8571428571	4	< 0.1%
0.8333333333	2	< 0.1%
0.8333333333	2	< 0.1%
0.8181818182	1	< 0.1%
0.8	8	< 0.1%
0.8	1	< 0.1%
0.7857142857	1	< 0.1%

Turn_fraction
Real number (ℝ)

Zeros

Distinct	884
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2061528

Minimum	0
Maximum	1
Zeros	2961
Zeros (%)	5.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.14285714
median	0.2
Q3	0.25531915
95-th percentile	0.37931034
Maximum	1
Range	1
Interquartile range (IQR)	0.11246201

Descriptive statistics

Standard deviation	0.11343311
Coefficient of variation (CV)	0.55023804
Kurtosis	9.3726165
Mean	0.2061528
Median Absolute Deviation (MAD)	0.056410256
Skewness	1.7154598
Sum	10307.64
Variance	0.012867071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2961	5.9%
0.25	1657	3.3%
0.2	1603	3.2%
0.1666666667	1399	2.8%
0.3333333333	1173	2.3%
0.1428571429	1045	2.1%
0.2222222222	728	1.5%
0.1818181818	728	1.5%
0.125	664	1.3%
0.2857142857	647	1.3%
Other values (874)	37395	74.8%

Value	Count	Frequency (%)
0	2961	5.9%
0.01754385965	1	< 0.1%
0.01886792453	1	< 0.1%
0.01960784314	1	< 0.1%
0.02	1	< 0.1%
0.02040816327	2	< 0.1%
0.02127659574	4	< 0.1%
0.02173913043	1	< 0.1%
0.02222222222	1	< 0.1%
0.02380952381	1	< 0.1%

Value	Count	Frequency (%)
1	180	0.4%
0.8888888889	1	< 0.1%
0.88	1	< 0.1%
0.8666666667	2	< 0.1%
0.8571428571	1	< 0.1%
0.8571428571	1	< 0.1%
0.8333333333	2	< 0.1%
0.8275862069	1	< 0.1%
0.8	8	< 0.1%
0.75	32	0.1%

Sheet_fraction
Real number (ℝ)

Zeros

Distinct	1005
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.25831688

Minimum	0
Maximum	1
Zeros	2307
Zeros (%)	4.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.055555556
Q1	0.1875
median	0.25
Q3	0.32
95-th percentile	0.45454545
Maximum	1
Range	1
Interquartile range (IQR)	0.1325

Descriptive statistics

Standard deviation	0.12661106
Coefficient of variation (CV)	0.49013854
Kurtosis	6.2826014
Mean	0.25831688
Median Absolute Deviation (MAD)	0.065789474
Skewness	1.2605728
Sum	12915.844
Variance	0.01603036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2307	4.6%
0.25	1847	3.7%
0.3333333333	1803	3.6%
0.2	1274	2.5%
0.2857142857	906	1.8%
0.1666666667	895	1.8%
0.5	856	1.7%
0.2222222222	672	1.3%
0.1428571429	649	1.3%
0.2727272727	588	1.2%
Other values (995)	38203	76.4%

Value	Count	Frequency (%)
0	2307	4.6%
0.01886792453	1	< 0.1%
0.01960784314	1	< 0.1%
0.02040816327	1	< 0.1%
0.025	1	< 0.1%
0.02702702703	1	< 0.1%
0.02941176471	1	< 0.1%
0.0303030303	3	< 0.1%
0.03225806452	2	< 0.1%
0.03333333333	3	< 0.1%

Value	Count	Frequency (%)
1	272	0.5%
0.8888888889	1	< 0.1%
0.8823529412	1	< 0.1%
0.875	2	< 0.1%
0.8333333333	5	< 0.1%
0.8	16	< 0.1%
0.7777777778	1	< 0.1%
0.7777777778	1	< 0.1%
0.7692307692	1	< 0.1%
0.75	51	0.1%

Reduced_coefficient
Real number (ℝ)

High correlation Zeros

Distinct	78
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4977.758

Minimum	0
Maximum	49500
Zeros	13681
Zeros (%)	27.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2980
Q3	7450
95-th percentile	15470
Maximum	49500
Range	49500
Interquartile range (IQR)	7450

Descriptive statistics

Standard deviation	5519.6204
Coefficient of variation (CV)	1.1088567
Kurtosis	2.8873211
Mean	4977.758
Median Absolute Deviation (MAD)	2980
Skewness	1.5171578
Sum	2.488879 × 10⁸
Variance	30466209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13681	27.4%
1490	8144	16.3%
2980	5037	10.1%
6990	3129	6.3%
5500	2871	5.7%
4470	2818	5.6%
8480	2476	5.0%
9970	1624	3.2%
5960	1557	3.1%
12490	1073	2.1%
Other values (68)	7590	15.2%

Value	Count	Frequency (%)
0	13681	27.4%
1490	8144	16.3%
2980	5037	10.1%
4470	2818	5.6%
5500	2871	5.7%
5960	1557	3.1%
6990	3129	6.3%
7450	708	1.4%
8480	2476	5.0%
8940	279	0.6%

Value	Count	Frequency (%)
49500	1	< 0.1%
46980	1	< 0.1%
45490	3	< 0.1%
44000	1	< 0.1%
41940	1	< 0.1%
41480	1	< 0.1%
40450	2	< 0.1%
39990	3	< 0.1%
38960	3	< 0.1%
38500	1	< 0.1%

Oxidized_coefficient
Real number (ℝ)

High correlation Zeros

Distinct	217
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4996.358

Minimum	0
Maximum	49500
Zeros	13180
Zeros (%)	26.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2980
Q3	7450
95-th percentile	15720
Maximum	49500
Range	49500
Interquartile range (IQR)	7450

Descriptive statistics

Standard deviation	5529.528
Coefficient of variation (CV)	1.1067117
Kurtosis	2.8697698
Mean	4996.358
Median Absolute Deviation (MAD)	2980
Skewness	1.5137876
Sum	2.498179 × 10⁸
Variance	30575680
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13180	26.4%
1490	7491	15.0%
2980	4413	8.8%
6990	2645	5.3%
5500	2581	5.2%
4470	2382	4.8%
8480	2071	4.1%
9970	1324	2.6%
5960	1280	2.6%
12490	914	1.8%
Other values (207)	11719	23.4%

Value	Count	Frequency (%)
0	13180	26.4%
125	416	0.8%
250	75	0.1%
375	8	< 0.1%
500	2	< 0.1%
1490	7491	15.0%
1615	537	1.1%
1740	93	0.2%
1865	17	< 0.1%
1990	5	< 0.1%

Value	Count	Frequency (%)
49500	1	< 0.1%
46980	1	< 0.1%
45490	3	< 0.1%
44000	1	< 0.1%
41940	1	< 0.1%
41480	1	< 0.1%
40450	2	< 0.1%
40115	1	< 0.1%
39990	2	< 0.1%
38960	3	< 0.1%

Phage_source
Categorical

High correlation

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.9 MiB

IMG_VR	13979
MGV	12188
GPD	8874
GOV2	6028
TemPhD	4021
Other values (9)	4910

Length

Max length	8
Median length	7
Mean length	4.349
Min length	3

Characters and Unicode

Total characters	217450
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RefSeq
2nd row	RefSeq
3rd row	RefSeq
4th row	RefSeq
5th row	RefSeq

Common Values

Value	Count	Frequency (%)
IMG_VR	13979	28.0%
MGV	12188	24.4%
GPD	8874	17.7%
GOV2	6028	12.1%
TemPhD	4021	8.0%
CHVD	2273	4.5%
GVD	840	1.7%
RefSeq	586	1.2%
PhagesDB	393	0.8%
IGVD	368	0.7%
Other values (4)	450	0.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
img_vr	13979	28.0%
mgv	12188	24.4%
gpd	8874	17.7%
gov2	6028	12.1%
temphd	4021	8.0%
chvd	2273	4.5%
gvd	840	1.7%
refseq	586	1.2%
phagesdb	393	0.8%
igvd	368	0.7%
Other values (4)	450	0.9%

Most occurring characters

Value	Count	Frequency (%)
G	42533	19.6%
V	35836	16.5%
M	26182	12.0%
D	16807	7.7%
R	14565	6.7%
I	14347	6.6%
_	13979	6.4%
P	13288	6.1%
O	6028	2.8%
2	6028	2.8%
Other values (19)	27857	12.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	217450	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
G	42533	19.6%
V	35836	16.5%
M	26182	12.0%
D	16807	7.7%
R	14565	6.7%
I	14347	6.6%
_	13979	6.4%
P	13288	6.1%
O	6028	2.8%
2	6028	2.8%
Other values (19)	27857	12.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	217450	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
G	42533	19.6%
V	35836	16.5%
M	26182	12.0%
D	16807	7.7%
R	14565	6.7%
I	14347	6.6%
_	13979	6.4%
P	13288	6.1%
O	6028	2.8%
2	6028	2.8%
Other values (19)	27857	12.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	217450	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
G	42533	19.6%
V	35836	16.5%
M	26182	12.0%
D	16807	7.7%
R	14565	6.7%
I	14347	6.6%
_	13979	6.4%
P	13288	6.1%
O	6028	2.8%
2	6028	2.8%
Other values (19)	27857	12.8%

Function_Prediction_source
Categorical

High correlation Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	27192
Missing (%)	54.4%
Memory size	2.8 MiB

-	12530
eggNOG-mapper	8666
Iterative search	1612

Length

Max length	16
Median length	1
Mean length	6.6196072
Min length	1

Characters and Unicode

Total characters	150980
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	eggNOG-mapper
2nd row	eggNOG-mapper
3rd row	eggNOG-mapper
4th row	eggNOG-mapper
5th row	eggNOG-mapper

Common Values

Value	Count	Frequency (%)
-	12530	25.1%
eggNOG-mapper	8666	17.3%
Iterative search	1612	3.2%
(Missing)	27192	54.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
	12530	51.3%
eggnog-mapper	8666	35.5%
iterative	1612	6.6%
search	1612	6.6%

Most occurring characters

Value	Count	Frequency (%)
e	22168	14.7%
-	21196	14.0%
g	17332	11.5%
p	17332	11.5%
a	11890	7.9%
r	11890	7.9%
G	8666	5.7%
O	8666	5.7%
N	8666	5.7%
m	8666	5.7%
Other values (8)	14508	9.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	150980	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	22168	14.7%
-	21196	14.0%
g	17332	11.5%
p	17332	11.5%
a	11890	7.9%
r	11890	7.9%
G	8666	5.7%
O	8666	5.7%
N	8666	5.7%
m	8666	5.7%
Other values (8)	14508	9.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	150980	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	22168	14.7%
-	21196	14.0%
g	17332	11.5%
p	17332	11.5%
a	11890	7.9%
r	11890	7.9%
G	8666	5.7%
O	8666	5.7%
N	8666	5.7%
m	8666	5.7%
Other values (8)	14508	9.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	150980	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	22168	14.7%
-	21196	14.0%
g	17332	11.5%
p	17332	11.5%
a	11890	7.9%
r	11890	7.9%
G	8666	5.7%
O	8666	5.7%
N	8666	5.7%
m	8666	5.7%
Other values (8)	14508	9.6%

	Aromaticity	Function_Prediction_source	Function_prediction_source	Helix_fraction	Instability_index	Isoelectric_point	Molecular_weight	Oxidized_coefficient	Phage_source	Protein_source	Reduced_coefficient	Sheet_fraction	Start	Stop	Strand	Turn_fraction
Aromaticity	1.000	0.000	0.016	0.454	-0.015	-0.009	0.206	0.596	0.018	0.000	0.600	-0.237	0.038	0.038	0.005	-0.035
Function_Prediction_source	0.000	1.000	0.000	0.036	0.015	0.035	0.039	0.006	0.324	1.000	0.005	0.050	0.067	0.066	0.000	0.063
Function_prediction_source	0.016	0.000	1.000	0.041	0.000	0.019	0.023	0.000	0.823	1.000	0.000	0.008	0.080	0.079	0.053	0.030
Helix_fraction	0.454	0.036	0.041	1.000	-0.142	-0.059	0.063	0.238	0.019	0.011	0.243	-0.065	0.049	0.048	0.012	-0.195
Instability_index	-0.015	0.015	0.000	-0.142	1.000	-0.029	0.169	0.085	0.009	0.000	0.081	0.146	-0.003	-0.004	0.004	0.021
Isoelectric_point	-0.009	0.035	0.019	-0.059	-0.029	1.000	0.056	0.031	0.022	0.000	0.032	-0.276	-0.015	-0.015	0.000	0.001
Molecular_weight	0.206	0.039	0.023	0.063	0.169	0.056	1.000	0.627	0.011	0.001	0.620	0.037	0.001	-0.001	0.000	0.019
Oxidized_coefficient	0.596	0.006	0.000	0.238	0.085	0.031	0.627	1.000	0.006	0.000	0.998	-0.116	0.014	0.012	0.000	0.008
Phage_source	0.018	0.324	0.823	0.019	0.009	0.022	0.011	0.006	1.000	1.000	0.006	0.022	0.069	0.069	0.054	0.020
Protein_source	0.000	1.000	1.000	0.011	0.000	0.000	0.001	0.000	1.000	1.000	0.000	0.000	0.058	0.058	0.040	0.007
Reduced_coefficient	0.600	0.005	0.000	0.243	0.081	0.032	0.620	0.998	0.006	0.000	1.000	-0.113	0.014	0.012	0.000	0.007
Sheet_fraction	-0.237	0.050	0.008	-0.065	0.146	-0.276	0.037	-0.116	0.022	0.000	-0.113	1.000	-0.022	-0.025	0.000	-0.325
Start	0.038	0.067	0.080	0.049	-0.003	-0.015	0.001	0.014	0.069	0.058	0.014	-0.022	1.000	0.999	0.000	-0.020
Stop	0.038	0.066	0.079	0.048	-0.004	-0.015	-0.001	0.012	0.069	0.058	0.012	-0.025	0.999	1.000	0.000	-0.015
Strand	0.005	0.000	0.053	0.012	0.004	0.000	0.000	0.000	0.054	0.040	0.000	0.000	0.000	0.000	1.000	0.006
Turn_fraction	-0.035	0.063	0.030	-0.195	0.021	0.001	0.019	0.008	0.020	0.007	0.007	-0.325	-0.020	-0.015	0.006	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	Phage_ID	Protein_source	Function_prediction_source	Start	Stop	Strand	Protein_ID	Product	Protein_classification	Molecular_weight	Aromaticity	Instability_index	Isoelectric_point	Helix_fraction	Turn_fraction	Sheet_fraction	Reduced_coefficient	Oxidized_coefficient	Phage_source	Function_Prediction_source
0	NC_013650.1	RefSeq	RefSeq	64948	65748	+	YP_003347791.1	hypothetical protein	hypothetical;	6435.9765	0.107143	35.989286	5.868706	0.250000	0.178571	0.178571	11460	11460	RefSeq	NaN
1	NC_021349.1	RefSeq	RefSeq	81651	81983	+	YP_008061629.1	HNH endonuclease	packaging;	4363.8986	0.075000	61.070000	8.070620	0.275000	0.300000	0.175000	11000	11125	RefSeq	NaN
2	NC_010392.1	RefSeq	RefSeq	12850	13449	-	YP_001700595.1	bacteriophage tail tip assembly protein%3B Lambda gpK homolog	assembly;infection;	6944.7367	0.118644	39.355932	9.416139	0.237288	0.152542	0.237288	19480	19605	RefSeq	NaN
3	NC_021071.1	RefSeq	RefSeq	106486	106767	-	YP_007877716.1	hypothetical protein	hypothetical;	2866.2480	0.173913	111.039130	5.274624	0.434783	0.086957	0.260870	4470	4470	RefSeq	NaN
4	NC_019510.1	RefSeq	RefSeq	10478	12196	+	YP_007005441.1	DNA primase/helicase	replication;	1412.3706	0.166667	38.191667	4.050028	0.166667	0.166667	0.166667	5500	5500	RefSeq	NaN
5	NC_020857.1	RefSeq	RefSeq	24889	25374	+	YP_007675378.1	hypothetical protein	hypothetical;	2274.4383	0.047619	18.695238	5.663801	0.190476	0.142857	0.047619	0	0	RefSeq	NaN
6	NC_019519.1	RefSeq	RefSeq	30637	31104	+	YP_007006505.1	hypothetical protein	hypothetical;	1923.2424	0.133333	174.693333	10.834379	0.333333	0.133333	0.333333	5500	5500	RefSeq	NaN
7	NC_005083.2	RefSeq	RefSeq	61372	61992	+	NP_899350.1	hypothetical protein	hypothetical;	7769.5234	0.151515	47.701515	4.846286	0.348485	0.212121	0.242424	22460	22585	RefSeq	NaN
8	NC_004589.1	RefSeq	RefSeq	5022	5225	+	NP_795671.1	hypothetical protein	hypothetical;	7866.6832	0.134328	52.959701	4.093794	0.402985	0.194030	0.343284	15930	15930	RefSeq	NaN
9	NC_011811.1	RefSeq	RefSeq	12804	12938	+	YP_002456045.1	hypothetical protein	hypothetical;	4856.8811	0.068182	39.104545	9.182957	0.431818	0.136364	0.363636	0	0	RefSeq	NaN

	Phage_ID	Protein_source	Function_prediction_source	Start	Stop	Strand	Protein_ID	Product	Protein_classification	Molecular_weight	Aromaticity	Instability_index	Isoelectric_point	Helix_fraction	Turn_fraction	Sheet_fraction	Reduced_coefficient	Oxidized_coefficient	Phage_source	Function_Prediction_source
49990	biochar_2976	prodigal	NaN	5288	5470	+	biochar_2976_10	unknown	unsorted;	6655.6389	0.050000	58.293333	4.050028	0.350000	0.233333	0.416667	6990	6990	STV	-
49991	biochar_953	prodigal	NaN	35109	35303	+	biochar_953_49	unknown	unsorted;	7437.2190	0.093750	44.607813	4.425791	0.234375	0.218750	0.250000	22000	22125	STV	-
49992	biochar_1080	prodigal	NaN	23883	24353	+	biochar_1080_38	virion structural protein	assembly;infection;	1650.7364	0.000000	72.950000	4.050028	0.312500	0.312500	0.250000	0	0	STV	Iterative search
49993	biochar_2262	prodigal	NaN	5373	7160	+	biochar_2262_4	hypothetical protein	hypothetical;	3901.3247	0.085714	61.511429	4.860382	0.257143	0.314286	0.257143	1490	1490	STV	eggNOG-mapper
49994	biochar_4542	prodigal	NaN	9883	10386	-	biochar_4542_21	unknown	unsorted;	2939.4031	0.111111	22.537037	4.050028	0.407407	0.296296	0.296296	5500	5500	STV	-
49995	biochar_1665	prodigal	NaN	23018	23911	+	biochar_1665_32	glycosyl transferase family 8	immune;	2185.4872	0.117647	60.864706	9.821001	0.294118	0.058824	0.058824	1490	1490	STV	Iterative search
49996	biochar_1081	prodigal	NaN	499	1506	-	biochar_1081_2	Part of the outer membrane protein assembly complex, which is involved in assembly and insertion of beta-barrel proteins into the outer membrane	integration;assembly;	5763.4226	0.090909	37.052727	4.245270	0.254545	0.309091	0.254545	8480	8480	STV	eggNOG-mapper
49997	biochar_2772	prodigal	NaN	13710	13892	-	biochar_2772_19	unknown	unsorted;	6793.7002	0.066667	71.563333	10.509265	0.166667	0.283333	0.116667	6990	7115	STV	-
49998	biochar_5776	prodigal	NaN	6680	7210	-	biochar_5776_16	unknown	unsorted;	3992.5418	0.111111	72.466667	11.001481	0.222222	0.250000	0.250000	6990	6990	STV	-
49999	biochar_1198	prodigal	NaN	15560	16285	+	biochar_1198_26	unknown	unsorted;	3391.8735	0.032258	74.732258	5.967549	0.161290	0.290323	0.387097	5500	5500	STV	-

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block